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Classic 2-D Branin function with noise branin(x1, x2, noise) and Branin function with fidelity parameter branin_wu(x1, x2, fidelity).

Usage

branin(x1, x2, noise = 0)

branin_wu(x1, x2, fidelity)

Source

Wu J, Toscano-Palmerin S, Frazier PI, Wilson AG (2019). “Practical Multi-fidelity Bayesian Optimization for Hyperparameter Tuning.” 1903.04703.

Arguments

x1

(numeric()).

x2

(numeric()).

noise

(numeric())
Noise term that is added to the function value. Default is 0.

fidelity

(numeric()).

Value

numeric()

Examples

branin(x1 = 12, x2 = 2, noise = 0.05)
#> [1] 30.43063
branin_wu(x1 = 12, x2 = 2, fidelity = 1)
#> [1] 30.38063